{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# livelossplot example: PyTorch torchbearer\n",
    "\n",
    "[torchbearer](https://github.com/ecs-vlc/torchbearer) is a model fitting library for PyTorch. As of version 0.2.6 it includes native support for `livelossplot`, through the [LiveLossPlot callback](https://torchbearer.readthedocs.io/en/latest/code/callbacks.html#torchbearer.callbacks.live_loss_plot.LiveLossPlot). In this notebook, we'll train a simple CNN on CIFAR10 with torchbearer and livelossplot.\n",
    "\n",
    "<a href=\"https://colab.research.google.com/github/stared/livelossplot/blob/master/examples/torchbearer.ipynb\" target=\"_parent\">\n",
    "    <img src=\"https://colab.research.google.com/assets/colab-badge.svg\"/>\n",
    "</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install torchbearer --quiet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "import torchvision\n",
    "from torchvision import transforms\n",
    "\n",
    "import torchbearer\n",
    "from torchbearer.cv_utils import DatasetValidationSplitter\n",
    "from torchbearer import Trial\n",
    "from torchbearer.callbacks import LiveLossPlot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data\n",
    "We'll use CIFAR10 for this demo, with the usual normalisations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz to ./tmp/cifar/cifar-10-python.tar.gz\n",
      "Files already downloaded and verified\n"
     ]
    }
   ],
   "source": [
    "BATCH_SIZE = 256\n",
    "\n",
    "normalize = transforms.Normalize(mean=[0.485, 0.456, 0.406],\n",
    "                                 std=[0.229, 0.224, 0.225])\n",
    "\n",
    "dataset = torchvision.datasets.CIFAR10(root='./tmp/cifar', train=True, download=True,\n",
    "                                        transform=transforms.Compose([transforms.ToTensor(), normalize]))\n",
    "splitter = DatasetValidationSplitter(len(dataset), 0.1)\n",
    "trainset = splitter.get_train_dataset(dataset)\n",
    "valset = splitter.get_val_dataset(dataset)\n",
    "\n",
    "traingen = torch.utils.data.DataLoader(trainset, pin_memory=True, batch_size=BATCH_SIZE, shuffle=True, num_workers=10)\n",
    "valgen = torch.utils.data.DataLoader(valset, pin_memory=True, batch_size=BATCH_SIZE, shuffle=True, num_workers=10)\n",
    "\n",
    "\n",
    "testset = torchvision.datasets.CIFAR10(root='./tmp/cifar', train=False, download=True,\n",
    "                                       transform=transforms.Compose([transforms.ToTensor(), normalize]))\n",
    "testgen = torch.utils.data.DataLoader(testset, pin_memory=True, batch_size=BATCH_SIZE, shuffle=False, num_workers=10)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model\n",
    "A simple, 3 layer CNN should do the trick, since we're using batch norm we won't worry about weight initialisation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "class SimpleModel(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(SimpleModel, self).__init__()\n",
    "        self.convs = nn.Sequential(\n",
    "            nn.Conv2d(3, 16, stride=2, kernel_size=3),\n",
    "            nn.BatchNorm2d(16),\n",
    "            nn.ReLU(),\n",
    "            nn.Conv2d(16, 32, stride=2, kernel_size=3),\n",
    "            nn.BatchNorm2d(32),\n",
    "            nn.ReLU(),\n",
    "            nn.Conv2d(32, 64, stride=2, kernel_size=3),\n",
    "            nn.BatchNorm2d(64),\n",
    "            nn.ReLU()\n",
    "        )\n",
    "\n",
    "        self.classifier = nn.Linear(576, 10)\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = self.convs(x)\n",
    "        x = x.view(-1, 576)\n",
    "        return self.classifier(x)\n",
    "\n",
    "\n",
    "model = SimpleModel()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Running\n",
    "\n",
    "Now we're ready to run, we use one trial here for the training and validation and one for evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f688a7783c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "optimizer = optim.Adam(filter(lambda p: p.requires_grad, model.parameters()), lr=0.001)\n",
    "loss = nn.CrossEntropyLoss()\n",
    "\n",
    "trial = Trial(\n",
    "    model, optimizer, loss,\n",
    "    metrics=['acc', 'loss'],\n",
    "    callbacks=[LiveLossPlot()]).to('cuda')\n",
    "trial.with_generators(train_generator=traingen, val_generator=valgen)\n",
    "history = trial.run(verbose=0, epochs=25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "0/1(e): 100%|██████████| 40/40 [00:00<00:00, 118.98it/s, test_acc=0.6712, test_acc_std=0.4698, test_loss=0, test_loss_std=0, test_top_5_acc=0.973, test_top_5_acc_std=0.1621]\n"
     ]
    }
   ],
   "source": [
    "trial = Trial(model, metrics=['acc', 'loss', 'top_5_acc']).with_test_generator(testgen).to('cuda')\n",
    "_ = trial.evaluate(data_key=torchbearer.TEST_DATA)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5-final"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}